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README.md

@@ -1,6 +1,2 @@
----
-library_name: transformers
-pipeline_tag: image-classification
----
-
-# StreetVision baseline submission
+# StreetVision Roadwork (ConvNeXt Tiny)
+Binary classifier with labels: None (0), Roadwork (1)

config.json

@@ -1,31 +1,52 @@
 {
-  "_name_or_path": "facebook/deit-tiny-patch16-224",
+  "_name_or_path": "facebook/convnext-tiny-224",
   "architectures": [
-    "ViTForImageClassification"
+    "ConvNextForImageClassification"
   ],
-  "attention_probs_dropout_prob": 0.0,
-  "encoder_stride": 16,
+  "depths": [
+    3,
+    3,
+    9,
+    3
+  ],
+  "drop_path_rate": 0.0,
   "hidden_act": "gelu",
-  "hidden_dropout_prob": 0.0,
-  "hidden_size": 192,
+  "hidden_sizes": [
+    96,
+    192,
+    384,
+    768
+  ],
   "id2label": {
     "0": "None",
     "1": "Roadwork"
   },
   "image_size": 224,
   "initializer_range": 0.02,
-  "intermediate_size": 768,
   "label2id": {
     "None": 0,
     "Roadwork": 1
   },
   "layer_norm_eps": 1e-12,
-  "model_type": "vit",
-  "num_attention_heads": 3,
+  "layer_scale_init_value": 1e-06,
+  "model_type": "convnext",
   "num_channels": 3,
-  "num_hidden_layers": 12,
-  "patch_size": 16,
-  "qkv_bias": true,
+  "num_stages": 4,
+  "out_features": [
+    "stage4"
+  ],
+  "out_indices": [
+    4
+  ],
+  "patch_size": 4,
+  "problem_type": "single_label_classification",
+  "stage_names": [
+    "stem",
+    "stage1",
+    "stage2",
+    "stage3",
+    "stage4"
+  ],
   "torch_dtype": "float32",
   "transformers_version": "4.45.2"
 }

model.safetensors

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:c289ea698e000f8b0f26c5e3557864f303315206981ec7f7e5e018356ad072db
-size 22121920
+oid sha256:6e03a626919bfd3f7a8afafb79daf8804b5eb972bbaef30d4d3a906a33521ea6
+size 111307920

model_card.json

@@ -1,7 +1,7 @@
 {
-  "model_name": "mackom/sn72-tinyllama",
-  "description": "Baseline StreetVision binary image classifier (starter submission).",
-  "version": "v0.0.3",
+  "model_name": "convnext-tiny-roadwork",
+  "description": "StreetVision binary image classifier (ConvNeXt Tiny fine-tuned) labels: None/Roadwork.",
+  "version": "v0.1.0",
   "submitted_by": "5FTweMNqKpjEts9Yce33nCkqFm1Fo829BXrSajNKToyj5Kgg",
-  "submission_time": 1766434246
-}
+  "submission_time": 1767375556
+}

preprocessor_config.json

@@ -1,22 +1,22 @@
 {
+  "crop_pct": 0.875,
   "do_normalize": true,
   "do_rescale": true,
   "do_resize": true,
   "image_mean": [
-    0.5,
-    0.5,
-    0.5
+    0.485,
+    0.456,
+    0.406
   ],
-  "image_processor_type": "ViTImageProcessor",
+  "image_processor_type": "ConvNextImageProcessor",
   "image_std": [
-    0.5,
-    0.5,
-    0.5
+    0.229,
+    0.224,
+    0.225
   ],
-  "resample": 2,
+  "resample": 3,
   "rescale_factor": 0.00392156862745098,
   "size": {
-    "height": 224,
-    "width": 224
+    "shortest_edge": 224
   }
 }